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SSD
Trends
- 1Belgian startup Corbenic claims 14x AI speedup using SSDs▼'The GPU never reads the same text twice': Belgian startup Corbenic wants to turn your server's SSD into AI memory, but its 14x speedup owes more to reading less
Belgian startup Corbenic is pitching a way to use server SSDs as AI memory, claiming GPUs can be sped up 14x. Its approach centers on the idea that 'the GPU never reads the same text twice', avoiding duplicate reads of text data. Critics note the speedup largely comes from reading less data overall rather than from the SSD itself acting as fast memory. The company's claims are drawing attention in the AI infrastructure space.
Repos
- mw00/project-maya Project Maya - run GLM-5.3-Flash (321B MoE) privately on your own GPU(s), from one card to 16, NVIDIA or AMD, Linux or W
- prabanta-dev/janas 37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading 62 vs 16 tok/s.